Run your plant smarter.Every shift. Every day.

Continuously optimize setpoints, align SOPs with real operations, and deliver decisions operators can execute safely.

OptiStudio hero optimization dashboard

Energy

5–15%

Energy cost reduction on targeted lines

Emissions

3–8%

CO2 intensity reduction per ton produced

ROI

6–18 mo

Typical payback for single-site deployment

SOP velocity

70–80%

Faster SOP authoring and refresh cycles

Running a plant is complex.
Optimizing it is even harder.

Energy-intensive plants run hundreds of interdependent variables where small changes create non-linear impact on energy, quality, and equipment health.

Complexity

Hundreds of interdependent variables

Kilns, mills, furnaces, utilities, and balance-of-plant systems interact non-linearly. A single setpoint change can impact energy use, product quality, and equipment performance.

Outdated SOPs

Procedures that lag behind operations

SOPs are often static documents. They drift from actual practice over time, making it difficult for operators to consistently apply the most efficient way of running processes.

Reactive tools

Tools that show the past, not the path

Existing control and reporting systems show what happened. They do not continuously identify better operating conditions or align procedures with optimized performance.

AI in silos

Pilots that never reach the operator

AI initiatives stay disconnected because models are not integrated into daily decisions or trusted procedures. Insights remain in analysis, not in execution.

One platform. Four engines.

OptiStudio models how your plant behaves, computes better setpoints under real constraints, and turns those decisions into living SOPs — all on one governed data foundation.

GOVERNED SINGLE SOURCE OF TRUTH

One trusted data layer for every run

OptiStudio ingests your plant files and auto-combines them into one governed, traceable source of truth ready for optimization and SOPs alike.

  • Sensor tables and time-series merged into one table
  • Every AutoETL decision and column lineage traceable
  • One ground truth shared across models and SOPs
OptiStudio data foundation — materialized source of truth

Six steps. Always improving
Smarter with every shift.

Scroll through the workflow to see how optimization and operating procedures stay continuously in sync.

STEP 01 · DATA FOUNDATION

Connect & curate data

Connectors to DCS/SCADA, historians, MES, LIMS, and ERP build one time-aligned, quality-flagged data layer — optimization-ready from day one.

OPC UAModbus/TCPHistorian APIsMESERPLIMS
Unified, time-aligned source of truth with lineage

STEP 02 · PROCESS INTELLIGENCE

Model & characterize processes

Hybrid physics and ML models learn how operating conditions drive energy, quality, and CO₂ across every asset and line.

Physics ModelsML ModelsEnergyCO₂OEE
Model performance and feature importances

STEP 03 · SOP INTELLIGENCE

Audit & generate procedures

Live operations are compared against your SOPs to flag gaps and outdated steps, then optimization-aligned drafts are generated for review.

SOP AuditGap DetectionAuto-DraftVersion Control
Generated SOP with document control and review

STEP 04 · OPTIMIZATION ENGINE

Optimize under real constraints

Multi-objective solvers search for better setpoints on cost/ton, kWh/ton, and CO₂/ton within your safety, quality, and equipment limits.

Multi-ObjectiveCost/tonkWh/tonCO₂/tonSafety Limits
Pareto frontier with Eco, Mid, and Top operating points

STEP 05 · OPERATOR LAYER

Operationalize decisions

Recommended setpoints land in operator-ready views with clear rationale and guardrails — ready to act on every shift.

DashboardsSetpointsExplainabilityGuardrails
Applied setpoints with predicted output and guardrails

CONTINUOUS LEARNING

And the loop repeats smarter every cycle.

As the plant runs, OptiStudio tracks realized performance, recalibrates models, and flags SOPs that need refreshing feeding the next cycle.

Model DriftAuto-RecalibrationSOP RefreshMLOps
Completed runs, cycles, and best-model R²

Built to optimize operations at plant scale

OptiStudio combines governed data, optimization intelligence, and SOP execution workflows into one production-ready operating layer.

Unified industrial data layer

Connectors for historians, DCS/SCADA, MES, and ERP with time-series alignment and governed data for optimization and SOP workflows.

Hybrid process and AI modeling

Physics-informed and machine-learning models capture efficiency curves, constraints, and failure behavior across assets and utilities.

Multi-objective optimization engine

Optimize cost, energy intensity, and CO2 while preserving throughput, quality, and equipment constraints from engineering rules and SOPs.

SOP lifecycle workspace

Import SOPs, detect execution gaps, auto-generate drafts, manage versions, and route updates for review and approval.

Scenario and what-if studio

Test alternative fuels, raw mixes, setpoint strategies, tariff assumptions, and SOP changes before plant deployment.

Operator-ready recommendations

Present setpoints and SOP guidance with expected impact and confidence ranges so operators and engineers can act safely.

Closed-loop control integration

Optional write-back to APC/DCS layers under guardrails for semi-automatic or fully governed optimization execution.

Governance, access, and auditability

Role-based access, traceability, and auditable optimization/SOP changes with cloud, on-prem, or hybrid deployment options.

Proven in industrial environments

5-15%

Energy reduction per ton

3-10%

OEE improvement

3-8%

CO2 intensity reduction

6-18 mo

Payback period

Real Project - Rigid Foam Insulation

Minimize core density across 7 plants while preserving quality

Constrained optimization across 44 variables and about 26k records reduced core density from roughly 1.656 to 1.628 g/cm3 while maintaining high quality pass rates.

Generated optimization insights were translated into updated SOP guidance for formulation settings and operating windows at each site.

Built for energy-intensive operations

Cement

Optimize kiln, mill, and fuel-mix decisions

Optimize fuel mix, raw mix ratios, kiln settings, and mill operation while keeping product quality, energy use, and SOP execution aligned across shifts.

5-15%

Energy reduction per ton

3–10%

Improvement in overall equipment effectiveness

3–8%

Reduction in CO₂ intensity

6–18 mo

Typical payback period

Cement plant operations and thermal process optimization

Connected plant intelligence

OptiStudio connects plant data, procedures, and business systems into one optimization-ready layer.

Talk to an expert
Historian
DCS / SCADA
MES
ERP
DMS
LIMS
Message bus

How the capabilities stack up

Best for

OptiStudio

Cross-unit optimization, SOP lifecycle governance, and operational AI rollout

Traditional APC / EMS

Energy monitoring and local control loop stabilization

Optimization scope

OptiStudio

Plant-wide multi-objective optimization across assets and utilities

Traditional APC / EMS

Asset-level tuning and KPI reporting

SOP alignment

OptiStudio

Built-in SOP audit, drift detection, and AI-generated draft updates

Traditional APC / EMS

Manual SOP revisions in separate document tools

Decision support

OptiStudio

Operator-ready recommendations with expected impact and guardrails

Traditional APC / EMS

Trend dashboards and alarms with limited guidance

Lifecycle management

OptiStudio

MLOps + DocOps with versioning, monitoring, and rollback

Traditional APC / EMS

Limited lifecycle support for AI models or procedures

Deployment model

OptiStudio

Cloud, on-prem, or hybrid with governed rollout templates

Traditional APC / EMS

System-specific deployment with fragmented workflows

Frequently asked questions

Ready to reduce energy cost, cut CO2, and keep SOPs current?

Start with one line or utility system, demonstrate value, and scale with repeatable optimization and SOP governance workflows.